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Reza Abbasi-Asl - Professor, Neuroscience
Status: Full- no new appr needed Weekly Hours: 12 or more hours Location: Off Campus
Deep neural networks achieve state-of-the-art performance in many tasks such as computer vision and natural language processing. Interpreting deep networks is essential for applying them to scientific applications such as healthcare. Two prominent approaches to interpret neural networks are saliency methods and network compression. However, both methods...
Digital Humanities and Data Science Biological & Health SciencesReza Abbasi-Asl - Professor, Neuroscience
Status: Current Term Now Closed Weekly Hours: 12 or more hours Location: Off Campus
Characterizing the the neural function in the brain and its relationship with connectivity is an eminent question of visual sensory processing. With the recent increase in the amount of the data collected from brain, tools based on machine learning principles play an essential role in understanding the brain function. The...
Digital Humanities and Data Science Biological & Health SciencesReza Abbasi-Asl - Professor, Neuroscience
Status: Current Term Now Closed Weekly Hours: 12 or more hours Location: Off Campus
Computational tools based on machine learning principles have shown promising results in analyzing medical images. Deep convolutional neural networks (CNNs) are one of the most successful tools in this domain. While most of the algorithms based on CNNs are supervised and with the increasing amount of un-labeled datasets, it...
Digital Humanities and Data Science Biological & Health SciencesReza Abbasi-Asl - Professor, Neuroscience
Status: Current Term Now Closed Weekly Hours: 12 or more hours Location: Off Campus
There is an immense amount of unstructured and uncollated data in neuroscience and bioinformatics that could be used to guide knowledge discovery. Large language models (LLMs) have shown potential in extracting and analyzing unstructured natural language corpora and are promising for semi-automated processing of text into scientific knowledge such...
Digital Humanities and Data Science Biological & Health SciencesAhmed Alaa - Professor, Electrical Engineering and Computer Science
Status: Current Term Now Closed Weekly Hours: 12 or more hours Location: On Campus
Conformal prediction (CP) is a model-agnostic and distribution-free method for quantifying uncertainty in black-box machine learning (ML) models. CP can be used to construct prediction sets/intervals that covers the true labels with a pre-determined probability as long as the training and testing data are exchangeable...
Digital Humanities and Data Science Engineering, Design & TechnologiesAhmed Alaa - Professor, Electrical Engineering and Computer Science
Status: Current Term Now Closed Weekly Hours: 12 or more hours Location: On Campus
Vision-Language Models (VLM) can support clinicians by analyzing medical images and engaging in natural language interactions to assist in diagnostic and treatment tasks. However, VLMs often exhibit "hallucinogenic" behavior, generating textual outputs not grounded in contextual multimodal information. This challenge is particularly pronounced in the medical domain, where we...
Digital Humanities and Data Science Engineering, Design & TechnologiesAhmed Alaa - Professor, Electrical Engineering and Computer Science
Status: Current Term Now Closed Weekly Hours: 12 or more hours Location: On Campus
Large language models (LLMs) pre-trained on large corpora of text have demonstrated incredible capabilities across with zero- or few-shot performance in new tasks that differ from their pre-training objectives. In this projects, we will study the zero-shot performance of LLMs for various clinical tasks using real...
Digital Humanities and Data Science Engineering, Design & TechnologiesAhmed Alaa - Professor, Electrical Engineering and Computer Science
Status: Full- no new appr needed Weekly Hours: 12 or more hours Location: On Campus
Institutional constraints and concerns over patient privacy impedes sharing of clinical data among researchers. High-fidelity synthetic data that mimics the real data distribution without revealing real data for individual patients can help empower and democratize research applying machine learning models to clinical problems. In this project, we will use...
Digital Humanities and Data Science Engineering, Design & TechnologiesDavid Bamman - Professor, Information, School of
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: Off Campus
Methods in computer vision have reached a level of maturity that we can now develop computational instruments to measure a wide range of phenomena in film -- which actors are present in frame, the poses they have with respect to each other, the boundaries between shots -- which opens the door to...
Engineering, Design & Technologies Arts & Humanities Digital Humanities and Data ScienceDavid Bamman - Professor, Information, School of
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: Off Campus
LitBank an annotated dataset of fiction to support tasks in natural language processing and the computational humanities. While it currently exists for English, we'll be branching out to create similar resources for other languages as well (including Spanish, Japanese, German and other languages). The primary research will involve carrying out...
Engineering, Design & Technologies Arts & Humanities Digital Humanities and Data ScienceDavid Bamman - Professor, Information, School of
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: Off Campus
This URAP position is a placeholder for mentorship of a project of your design. If you are an advanced student in CS, data science, or another discipline with a strong computational background and have a topic of interest in the space of cultural analytics or computational social science, feel free...
Engineering, Design & Technologies Arts & Humanities Digital Humanities and Data ScienceGasper Begus - Professor, Linguistics
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: On Campus
This project looks at language in deep neural networks, LLMs, animals (whales, elephants, spiders), and humans. We model spoken language from raw audio using deep generative neural networks (GANs). We use audio, neural, and behavioral data in spoken language to better understand and interpret deep learning models...
Digital Humanities and Data Science Social Sciences Engineering, Design & TechnologiesStefano M. Bertozzi - Professor, Public Health
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: On Campus
Rapid Reviews\Infectious Diseases (RR\ID) [rrid.mitpress.mit.edu], is an initiative of the MIT Press and the University of California, Berkeley. It is an open access, rapid-review overlay journal for the accelerated curation and peer review of infections disease-related research. RR\ID takes a transdisciplinary approach to discuss, curate...
Biological & Health Sciences Digital Humanities and Data ScienceStefano M. Bertozzi - Professor, Public Health
Status: Current Term Now Closed Weekly Hours: 6-8 hrs Location: On Campus
Rapid Reviews\Infectious Diseases (RR\ID) [rrid.mitpress.mit.edu], is an initiative of the MIT Press and the University of California, Berkeley. It is an open access, rapid-review overlay journal for the accelerated curation and peer review of COVID-19 and emerging infections disease-related research. RR\ID takes a transdisciplinary...
Biological & Health Sciences Digital Humanities and Data ScienceStefano M. Bertozzi - Professor, Public Health
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: Off Campus
Psychiatric disorders including PTSD; and alcohol use disorder and other addictions are responsible for a large portion of both the global burden and US burden of disease. Current therapies help some people suffering from these disorders. Nevertheless, many patients do not respond adequately or cannot tolerate the side-effects accompanying...
Biological & Health Sciences Digital Humanities and Data ScienceStefano M. Bertozzi - Professor, Public Health
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: On Campus
In 2022, there were an estimated 1.2 million people living with HIV and 31,800 new HIV infections in the United States. The U.S. HIV epidemic disproportionately affects men who have sex with men and is defined by persistent racial/ethnic disparities. We have two ongoing projects evaluating access to HIV...
Biological & Health Sciences Digital Humanities and Data ScienceCarl Boettiger - Professor, Environmental Science, Policy and Management
Status: Full- no new appr needed Weekly Hours: to be negotiated Location: Off Campus
Become familiar with the mathematical, statistical, and computational tools used in the group and learn how to apply these methods to answer questions in ecological research and conservation decision making. Emphasis on the use of deep reinforcement learning and best practices in data science software development...
Engineering, Design & Technologies Environmental Issues Digital Humanities and Data ScienceCarl Boettiger - Professor, Environmental Science, Policy and Management
Status: Full- no new appr needed Weekly Hours: to be negotiated Location: On Campus
Develop, test, and visualize methods for forecasting ecological variables such as carbon flux, beetle abundance, or indicators of aquatic ecosystem health...
Engineering, Design & Technologies Environmental Issues Digital Humanities and Data ScienceCarl Boettiger - Professor, Environmental Science, Policy and Management
Status: Current Term Now Closed Weekly Hours: 6-8 hrs Location: On Campus
Arid ecosystems such as the Mojave Desert are undergoing rapid shifts in climate and fire activity, with major implications for ecological resilience and species conservation. The Schmidt Center for Data Science and Environment (DSE) is currently collaborating with the National Park Service to develop ecological models that simulate vegetation response...
Engineering, Design & Technologies Environmental Issues Digital Humanities and Data ScienceBrian DeLay - Professor, History
Status: Full- no new appr needed Weekly Hours: to be negotiated Location: Off Campus
Guns and power go together. Like today, most forms of inequality in the global 19th century depended on a weapons gap. The unequal distribution of firearms helped determine power relations both between countries and within countries. Where did all those guns come from? And why did some have so many...
Social Sciences Arts & Humanities Digital Humanities and Data ScienceBrian DeLay - Professor, History
Status: Full- no new appr needed Weekly Hours: to be negotiated Location: On Campus
Are you interested in history? Intrigued by the secrets locked away in old, handwritten letters? Do you want to help create new knowledge about the past through archival research? Or put technical skills to work understanding the past? If so, here’s your chance. Brian DeLay (Professor of History) and Julia...
Social Sciences Arts & Humanities Digital Humanities and Data ScienceBrian DeLay - Professor, History
Status: Full- no new appr needed Weekly Hours: to be negotiated Location: On Campus
None of the revolutionaries who transformed the Americas in the late eighteenth and early nineteenth centuries could mass-produce their own guns and ammunition. They had to rely on the international arms trade. Aim at Empire is the first book to explore how access to weapons (or lack thereof) shaped...
Social Sciences Arts & Humanities Digital Humanities and Data ScienceAnastassia Fedyk - Professor, Business, Haas School
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: On Campus
This is an opportunity to work on technical projects involving ML/AI. The projects include: (i) working with a large dataset of over 400 million employment profiles (resumes) in order to understand global employment dynamics and firm performance by structuring and analyze the large textual data; (ii) building custom large...
Digital Humanities and Data Science Social SciencesAnastassia Fedyk - Professor, Business, Haas School
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: On Campus
This project supports Professor Anastassia Fedyk’s research and policy work with web development and graphic design. The project involves maintaining and improving policy-related web resources such as Econ4UA.org, as well as designing and running experimental RCTs and surveys (sometimes involving new websites, sometimes executing simple Qualtrics surveys). Finally, the...
Digital Humanities and Data Science Social SciencesAnastassia Fedyk - Professor, Business, Haas School
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: On Campus
This project assists in Professor Fedyk's more practical research, including not only her research papers but also frequent media interviews and the op-eds she writes for outlets such as Washington Post and LA Times. Example topics covered in this project include: Macroeconomic policies in the US and abroad; Measuring...
Digital Humanities and Data Science Social SciencesAnastassia Fedyk - Professor, Business, Haas School
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: On Campus
This project focuses on data: hand-collecting new data, improving existing data, and structuring large messy data. Today, very large data sets are often at the heart of many social science research questions. However, those data sets can be plagued by big data problems: missing data, bad data, duplicate data...
Digital Humanities and Data Science Social SciencesDennis Feehan - Professor, Demography
Status: Current Term Now Closed Weekly Hours: 6-8 hrs Location: Off Campus
Big historical datasets have set off an exciting wave of discoveries throughout the social sciences. These datasets have hundreds of millions of rows with rich information about historical populations, such as the complete set of responses to the 1940 US census and the record of all Social Security enrollments. They...
Digital Humanities and Data Science Social SciencesHeather Haveman - Professor, Sociology, Sociology
Status: Current Term Now Closed Weekly Hours: 6-8 hrs Location: On Campus
I am analyzing a longitudinal database of articles published in the Washington Post newspaper from 1977 to 2024. The primary goal is to understand how gender roles are portrayed in news media. To do this, we are using several natural-language-processing techniques. We are building a dictionary of gender...
Social Sciences Digital Humanities and Data ScienceJulian Hong - Professor, UC San Francisco
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: Off Campus
The Hong lab is part of the UCSF Department of Radiation Oncology and Bakar Computational Health Sciences Institute. We focus on combining clinical domain knowledge with data science to generate insights from real world data, develop actionable computational tools, and evaluate the benefit of these advances for personalized cancer care...
Digital Humanities and Data Science Biological & Health SciencesDrew Jacoby-Senghor - Professor, Business, Haas School
Status: Full- no new appr needed Weekly Hours: 9-11 hrs Location: On Campus
We explore how motivated and cognitive biases lead people to support inequality, even when it's not in their best interest to do so...
Social Sciences Education, Cognition & Psychology Digital Humanities and Data ScienceDrew Jacoby-Senghor - Professor, Business, Haas School
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: On Campus
For this lab study, we are examining moral decision-making within group contexts. Specifically, we are exploring how moral decisions are discussed and made in groups...
Social Sciences Education, Cognition & Psychology Digital Humanities and Data ScienceDrew Jacoby-Senghor - Professor, Business, Haas School
Status: Full- no new appr needed Weekly Hours: 9-11 hrs Location: On Campus
Some topics under investigation: - Do perceptions of hiring criterion vary based on preference to maintain the status quo? - Exploring the pitfalls of the hiring process and attempts to increase diversity - Why do supervisors assign more diversity related tasks to racial minority and woman employees? What psychological cost does this have...
Social Sciences Education, Cognition & Psychology Digital Humanities and Data ScienceYehuda Kalay - Professor, Architecture
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: Off Campus
The performance of healthcare facilities is an important issue due to the high value of the services they provide on one hand, and the high cost of constructing and operating them on the other. Various disciplines have offered measures to assess such performance, focusing on different indicators. The healthcare industry...
Engineering, Design & Technologies Digital Humanities and Data ScienceMichelle Koo - Staff Curator, Museum of Vertebrate Zoology
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: On Campus
The world's natural history museums are responsible for documenting over 1.8 billion species known as a result of 300 years of biological exploration of the planet. The information contained in museums include observational and specimen-based data, text, images, sound and video and form the foundation of what we know...
Biological & Health Sciences Arts & Humanities Digital Humanities and Data Science 150 Years of Women at BerkeleyMichelle Koo - Staff Curator, Museum of Vertebrate Zoology
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: On Campus
The Museum of Vertebrate Zoology (MVZ) is a vibrant research and informatics center for the campus and the natural history communities around the world. The world's natural history museums are responsible for documenting over 1.8 billion species known as a result of 300 years of biological exploration of the planet...
Biological & Health Sciences Arts & Humanities Digital Humanities and Data Science 150 Years of Women at BerkeleyJennifer Lewis - Professor, Plant and Microbial Biology
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: Off Campus
The plant pathogen Pseudomonas syringae causes disease in a large number of different plant species, using the type III secretion system to secrete and translocate effector proteins into the plant. Many of these effector proteins are believed to function primarily in the suppression of host defense signaling. However recognition of...
Biological & Health Sciences Digital Humanities and Data ScienceJennifer Lewis - Professor, Plant and Microbial Biology
Status: Full- no new appr needed Weekly Hours: 9-11 hrs Location: Off Campus
The plant pathogen Pseudomonas syringae causes disease in a large number of different plant species. Virulence is primarily achieved by the type III secretion system, which secretes and translocates effector proteins into the plant. Many of these effector proteins are believed to suppress host defense signaling. However recognition of these...
Biological & Health Sciences Digital Humanities and Data ScienceRita Lucarelli - Professor, MELC (Middle Eastern Languages and Cultures)
Status: Current Term Now Closed Weekly Hours: 3-5 hrs Location: On Campus
Ancient Egyptian coffins are inscribed with spells and images which stand in for spells. All function together as a machine to resurrect the deceased and to guide them safely through the next world. Given this function, it is perhaps surprising that the texts from coffins are usually published completely divorced...
Digital Humanities and Data Science Arts & HumanitiesMarisa Medina - Professor, UC San Francisco
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: Off Campus
There are a limited number of human omics datasets that include menopausal status information for female subjects and include enough premenopausal and postmenopausal women. For instance, multi-omics data has been generated for thousands of Framingham Heart Study (FHS) participants and hundreds of TwinsUK female twin pairs. We will compare...
Biological & Health Sciences Digital Humanities and Data ScienceMarisa Medina - Professor, UC San Francisco
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: Off Campus
A subset of women experience an accelerated rise in certain cardiometabolic risk factors around the time of menopause, increasing their risk for heart disease and other conditions. We would like to discover why some women experience dramatic changes while others are relatively protected...
Biological & Health Sciences Digital Humanities and Data ScienceOlivia Natan - Professor, Business, Haas School
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: Off Campus
This is an ongoing project which examines the effects of market structure on the market for consumer data. The project uses a variety of data sources, including many through the UCB library. If you are interested in the nuts and bolts of empirical research at the intersection of marketing, economics...
Digital Humanities and Data Science Social SciencesOlivia Natan - Professor, Business, Haas School
Status: Full- no new appr needed Weekly Hours: to be negotiated Location: Off Campus
This URAP project exposes students to one or more of the ongoing projects in quantitative marketing and industrial organization, including topics on product variety, pricing, and consumer demand. Examples of ongoing projects include work on optimal platform product variety, product bundling in video game markets, and consumer search and information...
Digital Humanities and Data Science Social SciencesLaurie Pearce - Lecturer, Middle Eastern Languages and Cultures
Status: Current Term Now Closed Weekly Hours: 3-5 hrs Location: On Campus
PROJECT DESCRIPTION: Are you interested in ancient civilizations and modern technologies? Would you like to contribute to the preservation of knowledge and cultural heritage? Do you have or would you like to develop skills with databases and image preparation tools? Research apprentices associated with the URAP project Ancient Texts, Modern...
Arts & Humanities Digital Humanities and Data ScienceFernando Perez - Professor, Schmidt Center for Data Science and Environment
Status: Current Term Now Closed Weekly Hours: 6-8 hrs Location: On Campus
GeoJupyter is an open community which aims to enable more people to confidently engage with geospatial data through open source tools. Our flagship project is JupyterGIS, a Geospatial Information System (GIS) environment native to the browser and implemented as a JupyterLab extension. You will contribute to this project by writing...
Digital Humanities and Data ScienceChristine Philliou - Professor, History
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: On Campus
This is a collaborative research and Digital Humanities project I initiated in 2020 and our team includes scholars in Greece, Turkey, and several other countries. We are reading Ottoman Turkish and Greek sources about the population of Greek Orthodox in Istanbul and creating data sets, and then visualizations and interactive...
Arts & Humanities Digital Humanities and Data Science Social SciencesPedro Pinheiro-Chagas - Professor, UC San Francisco
Status: Current Term Now Closed Weekly Hours: to be negotiated Location: Off Campus
The UCSF Memory and Aging Center (MAC) Co-pilot project is an innovative research initiative aimed at revolutionizing the diagnosis of neurodegenerative diseases (NDD), such as Alzheimer's disease and Frontotemporal dementia, through the integration of advanced Large Language Models (LLMs). This project is particularly significant due to the high prevalence...
Biological & Health Sciences Digital Humanities and Data SciencePedro Pinheiro-Chagas - Professor, UC San Francisco
Status: Full- no new appr needed Weekly Hours: to be negotiated
Alzheimer’s disease and related dementias are neurodegenerative diseases with numbers rapidly increasing and currently no cure. To accurately identify the earliest signs of clinical dementia, there is a critical need for sensitive, low-cost, and high-access cognitive markers in the preclinical phase. Novel cognitive markers can complement biomarker information...
Biological & Health Sciences Digital Humanities and Data SciencePedro Pinheiro-Chagas - Professor, UC San Francisco
Status: Full- no new appr needed Weekly Hours: to be negotiated
Semantic dementia (SD) presents as a unique neurodegenerative disorder with focal atrophy of the anterior temporal lobes (ATLs). It is comprised of a primarily left-lateralized language syndrome and a right-lateralized behavioral disorder. One current challenge in this disease is in accurately identifying the distant brain regions that are...
Biological & Health Sciences Digital Humanities and Data ScienceFilipa Rijo-Ferreira - Professor, Public Health
Status: Current Term Now Closed Weekly Hours: 9-11 hrs Location: On Campus
Earth rotation was an evolutionary pressure for organisms to evolve circadian rhythms in order to be able to anticipate the rhythmic day/night cycles. These circadian clocks regulate physiological properties such as sleep, immune response and metabolism. Our lab studies circadian clocks in parasites. This project focus on performing bioinformatics...
Biological & Health Sciences Digital Humanities and Data ScienceFilipa Rijo-Ferreira - Professor, Public Health
Status: Current Term Now Closed Weekly Hours: 9-11 hrs
Parasitic diseases cause major health burden worldwide, with over 1 million deaths each year. Despite having the genome of many parasites sequenced, almost half of their genes are of unknown function. There are still major gaps in our understanding of host-parasite interactions and disease transmission by vectors. Our research...
Biological & Health Sciences Digital Humanities and Data Science